astro-ph.EP · 2026-06-18 · No. 27

Earth and Planetary Astrophysics, 2026-06-18.

1 new papers in astro-ph.EP. Titles, authors, abstracts. Links to arXiv. Want this in your inbox every morning? Subscribe →

01 — The papers

1 entries
  1. 01

    TransitNet: A Compact Attention-Augmented Deep Learning Framework for Low-SNR Transit Blind Searches

    Xingchen Yan, Jian Ge, Qingtian Liu, Kevin Willis, Quanquan Hu, Jiapeng Zhu

    astro-ph.EP · astro-ph.IM · cs.AI · cs.LG

    Motivated by the observational incompleteness of intermediate-to-long-period Earth-size planets, we present TransitNet, a compact attention-augmented deep-learning framework for low-SNR transit blind searches. To enable realistic method development and objective threshold calibration under blind-search conditions, we develop a unified dataset construction, benchmarking, and threshold-selection framework. On recovery benchmarks constructed...

    arxiv.org/abs/2606.18932 · PDF

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